Period
to 11 December 2019

The following table provides summary statistics for permanent job vacancies advertised in Yorkshire with a requirement for Scala skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Scala over the 6 months to 11 December 2019 with a comparison to the same period in the previous 2 years.

Scala
England > Yorkshire
6 months to
11 Dec 2019
Same period 2018 Same period 2017
Rank 194 206 257
Rank change year-on-year +12 +51 -16
Permanent jobs citing Scala 64 73 60
As % of all permanent IT jobs advertised in Yorkshire 0.99% 0.92% 0.61%
As % of the Programming Languages category 2.05% 1.75% 1.19%
Number of salaries quoted 46 55 51
Yorkshire median annual salary £56,138 £50,000 £52,500
Median salary % change year-on-year +12.28% -4.76% +5.00%
10th Percentile £43,167 £28,750 £38,750
90th Percentile £73,750 £62,500 £63,250
England median annual salary £72,500 £72,500 £67,500
% change year-on-year - +7.41% +3.85%

Scala is in the Programming Languages category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Yorkshire with a requirement for coding skills.

All Programming Languages
Yorkshire
Permanent vacancies with a requirement for coding skills 3,125 4,161 5,044
As % of all permanent IT jobs advertised in Yorkshire 48.34% 52.37% 51.49%
Number of salaries quoted 2,669 3,491 4,362
Yorkshire median annual salary £45,000 £42,500 £42,500
Median salary % change year-on-year +5.88% - +6.25%
10th Percentile £27,500 £28,750 £26,750
90th Percentile £63,810 £60,000 £60,000
England median annual salary £53,600 £52,500 £50,000
% change year-on-year +2.10% +5.00% +5.26%

Scala
Job Vacancy Trend in Yorkshire

Job postings citing Scala as a percentage of all IT jobs advertised in Yorkshire.

Job vacancy trend for Scala in Yorkshire

Scala
Salary Trend in Yorkshire

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Scala in Yorkshire.

Salary trend for Scala in Yorkshire

Scala
Salary Histogram in Yorkshire

The salary distribution of IT jobs citing Scala in Yorkshire over the 6 months to 11 December 2019.

Salary histogram for Scala in Yorkshire

Scala
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Scala within the Yorkshire region over the 6 months to 11 December 2019. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
West Yorkshire +31 59 £56,138 +12.28% 9
South Yorkshire +12 5 - - 5
Scala
England

For the 6 months to 11 December 2019, IT jobs citing Scala also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Yorkshire region with a requirement for Scala.

1 53 (82.81%) Python
2 42 (65.63%) Java
3 39 (60.94%) SQL
4 38 (59.38%) Apache Spark
5 35 (54.69%) Big Data
5 35 (54.69%) Agile Software Development
6 30 (46.88%) Hadoop
7 29 (45.31%) Analytics
7 29 (45.31%) Data Engineering
8 26 (40.63%) Mentoring
8 26 (40.63%) ETL
9 23 (35.94%) C#
10 22 (34.38%) Apache Hive
10 22 (34.38%) HDFS
11 20 (31.25%) Data Science
11 20 (31.25%) NoSQL
11 20 (31.25%) AWS
12 19 (29.69%) Finance
13 18 (28.13%) Ruby
14 17 (26.56%) Kafka
15 16 (25.00%) Machine Learning
15 16 (25.00%) DevOps
15 16 (25.00%) Software Engineering
16 15 (23.44%) Coaching
17 14 (21.88%) Jenkins
18 13 (20.31%) Cloudera
18 13 (20.31%) Impala
18 13 (20.31%) JavaScript
18 13 (20.31%) C
18 13 (20.31%) Project Management

Scala
Co-occurring IT Skills in Yorkshire by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 38 (59.38%) Apache Spark
2 4 (6.25%) Apache
3 3 (4.69%) Elasticsearch
4 2 (3.13%) Confluence
5 1 (1.56%) nginx
5 1 (1.56%) OpenStack
5 1 (1.56%) WebLogic Portal
Cloud Services
1 20 (31.25%) AWS
2 12 (18.75%) Amazon EMR
3 7 (10.94%) Amazon S3
4 6 (9.38%) GitHub
5 5 (7.81%) Amazon Kinesis
5 5 (7.81%) Azure
5 5 (7.81%) GCP
6 4 (6.25%) AWS CloudFormation
6 4 (6.25%) G Suite
6 4 (6.25%) Office 365
7 3 (4.69%) Google Sheets
8 2 (3.13%) Amazon EC2
8 2 (3.13%) Amazon SageMaker
8 2 (3.13%) Azure Data Factory
8 2 (3.13%) Slack
9 1 (1.56%) Cloud Computing
Database & Business Intelligence
1 35 (54.69%) Big Data
2 30 (46.88%) Hadoop
3 22 (34.38%) Apache Hive
4 20 (31.25%) NoSQL
5 13 (20.31%) Impala
6 12 (18.75%) Apache Cassandra
7 11 (17.19%) HBase
8 9 (14.06%) Sqoop
9 8 (12.50%) MongoDB
10 7 (10.94%) Data Lake
11 6 (9.38%) Data Warehouse
12 4 (6.25%) Amazon Athena
12 4 (6.25%) Electronic Patient Records
13 3 (4.69%) BigQuery
13 3 (4.69%) Data Mining
13 3 (4.69%) Pentaho
13 3 (4.69%) PowerCenter
14 2 (3.13%) Amazon Aurora
14 2 (3.13%) HDInsight
14 2 (3.13%) Snowflake Schema
Development Applications
1 14 (21.88%) Jenkins
2 13 (20.31%) Git (software)
3 12 (18.75%) Appium
3 12 (18.75%) Cucumber
3 12 (18.75%) Selenium
4 9 (14.06%) Atlassian Bamboo
4 9 (14.06%) Buildbot
4 9 (14.06%) Gatling
4 9 (14.06%) JMeter
4 9 (14.06%) NeoLoad
4 9 (14.06%) Ranorex
4 9 (14.06%) SoapUI
4 9 (14.06%) WATIR
4 9 (14.06%) WebLOAD
5 6 (9.38%) GitLab
6 2 (3.13%) Bitbucket
6 2 (3.13%) JIRA
7 1 (1.56%) Maven
7 1 (1.56%) Mercurial
7 1 (1.56%) Subversion
General
1 19 (29.69%) Finance
2 3 (4.69%) Advertising
2 3 (4.69%) Games
2 3 (4.69%) Manufacturing
2 3 (4.69%) Retail
3 1 (1.56%) Banking
3 1 (1.56%) Public Sector
Job Titles
1 27 (42.19%) Data Engineer
2 18 (28.13%) Big Data Engineer
3 15 (23.44%) Developer
4 11 (17.19%) Senior Data Engineer
5 10 (15.63%) Software Developer
6 9 (14.06%) Analyst
7 8 (12.50%) Developer in Test
8 5 (7.81%) Lead Developer
8 5 (7.81%) Lead Software Developer
9 4 (6.25%) Architect
9 4 (6.25%) Principal Engineer
9 4 (6.25%) Software Engineer
10 3 (4.69%) Automation Test Analyst
10 3 (4.69%) Business Analyst
10 3 (4.69%) Data Analyst
10 3 (4.69%) Data Architect
10 3 (4.69%) ETL Analyst
10 3 (4.69%) Technical Analyst
10 3 (4.69%) Technical Business Analyst
10 3 (4.69%) Test Analyst
Libraries, Frameworks & Software Standards
1 17 (26.56%) Kafka
2 7 (10.94%) .NET
3 6 (9.38%) Web Services
4 4 (6.25%) REST
5 2 (3.13%) AngularJS
5 2 (3.13%) Elastic Stack
5 2 (3.13%) Sass
5 2 (3.13%) Spring Boot
6 1 (1.56%) .NET Core
6 1 (1.56%) ASP.NET
6 1 (1.56%) Backbone.js
6 1 (1.56%) CSS
6 1 (1.56%) CSS3
6 1 (1.56%) Ember.js
6 1 (1.56%) JDBC
6 1 (1.56%) KnockoutJS
6 1 (1.56%) Node.js
6 1 (1.56%) React
6 1 (1.56%) Redux
6 1 (1.56%) Vue.js
Miscellaneous
1 12 (18.75%) Analytical Skills
2 4 (6.25%) Algorithms
3 3 (4.69%) Derivative
3 3 (4.69%) Mainframe
3 3 (4.69%) Management Information System
4 2 (3.13%) PMI
4 2 (3.13%) Public Cloud
4 2 (3.13%) Tandem
5 1 (1.56%) Blog
5 1 (1.56%) Data Structures
5 1 (1.56%) Enterprise Software
Operating Systems
1 6 (9.38%) Unix
Processes & Methodologies
1 35 (54.69%) Agile Software Development
2 29 (45.31%) Analytics
2 29 (45.31%) Data Engineering
3 26 (40.63%) ETL
3 26 (40.63%) Mentoring
4 20 (31.25%) Data Science
5 16 (25.00%) DevOps
5 16 (25.00%) Machine Learning
5 16 (25.00%) Software Engineering
6 15 (23.44%) Coaching
7 13 (20.31%) BDD
7 13 (20.31%) Project Management
7 13 (20.31%) Test Automation
8 12 (18.75%) Data Development
8 12 (18.75%) Software Testing
8 12 (18.75%) Technical Leadership
9 11 (17.19%) Continuous Improvement
9 11 (17.19%) TDD
9 11 (17.19%) Visualisation
10 9 (14.06%) Scrum
Programming Languages
1 53 (82.81%) Python
2 42 (65.63%) Java
3 39 (60.94%) SQL
4 23 (35.94%) C#
5 18 (28.13%) Ruby
6 13 (20.31%) C
6 13 (20.31%) JavaScript
7 11 (17.19%) PHP
8 9 (14.06%) C++
9 5 (7.81%) R
10 4 (6.25%) Groovy
10 4 (6.25%) Kotlin
10 4 (6.25%) T-SQL
11 3 (4.69%) MATLAB
11 3 (4.69%) PL/SQL
12 2 (3.13%) Go
12 2 (3.13%) Java 8
13 1 (1.56%) Bash Shell
13 1 (1.56%) Perl
Qualifications
1 2 (3.13%) PMI Certification
2 1 (1.56%) AWS Certification
2 1 (1.56%) Degree
Quality Assurance & Compliance
1 3 (4.69%) Actionable Recommendations
2 2 (3.13%) Data Quality
2 2 (3.13%) QA
System Software
1 22 (34.38%) HDFS
2 6 (9.38%) Apache Flume
3 5 (7.81%) Docker
Systems Management
1 6 (9.38%) Oozie
2 4 (6.25%) Kubernetes
3 3 (4.69%) Hadoop YARN
3 3 (4.69%) Terraform
4 2 (3.13%) Mesos
5 1 (1.56%) Opscode Chef
5 1 (1.56%) Puppet
Vendors
1 13 (20.31%) Cloudera
2 9 (14.06%) Oracle
3 8 (12.50%) Google
4 4 (6.25%) Tableau
5 3 (4.69%) Informatica
6 1 (1.56%) BEA
6 1 (1.56%) Talend